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Victor Ongeche

@victorongeche

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AI evaluator and data annotator applying clinical nursing expertise to assess medical AI responses.

Kenya

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Across Outlier, Scale AI, Remotasks, Invisible, DataAnnotation, Atlas Capture, Mindrift, and Toloka, I evaluate AI-generated responses for accuracy, relevance, safety, and domain appropriateness. I research and fact-check outputs against clinical references, conduct red-teaming, and create targeted prompts to test model behavior.

At MP Shah Hospital, I assessed patients, administered treatments, and developed nursing care plans with physicians and multidisciplinary teams. I also maintained patient records and educated patients and families on treatment and discharge instructions.

At Nairobi Hospital and Aga Khan Hospital, I provided nursing care across clinical settings, monitored patients, and coordinated with medical teams. My experience also includes nursing education, clinical documentation, and patient safety.

Experience

Work history, roles, and key accomplishments

Current

AI Model Evaluation & Data Annotation Contributor

Current

Multiple Platforms

Jan 2024 - Present (2 years 10 months)

Managed detailed assignments across multiple AI evaluation and data-annotation platforms, evaluating AI-generated responses for accuracy, quality, and safety. Conducted red-teaming activities and created prompts to test model behavior.

AI model evaluation Data Annotation Red Teaming Prompt Engineering Fact Checking Quality Assurance Research Attention To Detail

Senior Registered Nurse

MP Shah Hospital

Jan 2023 - Jan 2025 (2 years)

Assessed patients, monitored vital signs, and administered medications while following safety protocols. Developed nursing care plans and maintained accurate clinical documentation.

patient assessment Vital Signs Monitoring Medication administration Care Planning Clinical Documentation Patient Education

Locum Registered Nurse

Nairobi Hospital

Jan 2023 - Jan 2024 (1 year)

Conducted patient assessments, triage, and administered medications in various settings. Maintained hygiene standards and accurate records in electronic medical record systems.

patient assessment Triage Medication administration Clinical Procedures Electronic Medical Records Infection Control

Senior Registered Nurse

Aga Khan Hospital

Jan 2019 - Jan 2023 (4 years)

Delivered patient-centred nursing care including assessment, care planning, and evaluation. Coordinated with multidisciplinary teams and maintained complete clinical documentation.

Patient Care Care Planning Medication administration Clinical Documentation multidisciplinary coordination Patient Education

Nursing Intern

Rift Valley Provincial General Hospital

Jan 2017 - Jan 2018 (1 year)

Worked within multidisciplinary healthcare teams to support patient care and coordinate activities. Monitored vital signs, administered medications, and maintained accurate medical records.

Patient Care Vital Signs Monitoring Medication administration Medical Records Health Education

Clinical Rotations

Kenyatta National Hospital

Jan 2012 - Jan 2016 (4 years)

Performed clinical assessments and basic nursing procedures under supervision. Applied infection-control and patient-safety procedures across hospital wards.

Clinical Assessment Nursing Procedures Documentation Infection Control Patient Safety